{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Energy Load Forecast with Visualization in Interactive Tool"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, we will show how to use NeuralProphet to forecast energy load and visualize the results in an interactive tool. The forecast is based on the [RE-Europe data set](https://github.com/DTU-ELMA/European_Dataset), which models the continental European electricity system, including demand and renewable energy inflows for the period 2012-2014. The total data set comprises 1494 buses, which we will reduce to 5 buses for the purpose of this example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from neuralprophet import NeuralProphet, set_log_level\n",
    "\n",
    "import plotly.graph_objects as go\n",
    "import plotly.express as px\n",
    "from plotly.subplots import make_subplots\n",
    "import ipywidgets as widgets\n",
    "from ipywidgets import interact_manual\n",
    "\n",
    "# Set plotting backend to plotly for interactive plots and plotly-static for static plots\n",
    "plotting_backend = \"plotly-static\""
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset includes for every bus and every hour of the year the following information:\n",
    "* load (MW)\n",
    "* actual solar production (MW)\n",
    "* forecasted solar production (MW)\n",
    "\n",
    "The forecasts are at hour 00 of every day for the next 24 hours."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "      <th>y</th>\n",
       "      <th>solar</th>\n",
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      "text/plain": [
       "                       ds ID        y  solar  solar_fcs\n",
       "17545 2014-01-01 01:00:00  1  72.3142    0.0        0.0\n",
       "17546 2014-01-01 02:00:00  1  67.5617    0.0        0.0\n",
       "17547 2014-01-01 03:00:00  1  63.0677    0.0        0.0\n",
       "17548 2014-01-01 04:00:00  1  59.9401    0.0        0.0\n",
       "17549 2014-01-01 05:00:00  1  58.9296    0.0        0.0"
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     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "# load data\n",
    "df = pd.read_csv(\n",
    "    \"https://raw.githubusercontent.com/ourownstory/neuralprophet-data/main/datasets/multivariate/ER_Europe_subset_10nodes.csv\"\n",
    ")\n",
    "df[\"ID\"] = df[\"ID\"].astype(str)\n",
    "IDs = df[\"ID\"].unique()\n",
    "df[\"ds\"] = pd.to_datetime(df[\"ds\"])\n",
    "\n",
    "# use one year for faster training\n",
    "df = df[df[\"ds\"] > \"2014-01-01\"]\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
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   "source": [
    "# plot first month of data\n",
    "fig = px.line(df[df[\"ds\"] < \"2014-02-01\"], x=\"ds\", y=\"y\", color=\"ID\")\n",
    "\n",
    "fig.update_layout(\n",
    "    xaxis_title=\"Date\",\n",
    "    yaxis_title=\"Energy consumption\",\n",
    "    legend_title=\"ID\",\n",
    "    height=600,\n",
    "    width=1000,\n",
    ")\n",
    "\n",
    "if plotting_backend == \"plotly-static\":\n",
    "    fig.show(\"svg\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Data Preparation\n",
    "To better capture different seasons of the year and days of the week, we add conditional seasonaility. For every season of the year (summer, winter, fall and spring) and weekdays/weekend a separate seasonality is modelled. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
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       "      <td>1</td>\n",
       "      <td>67.5617</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17547</th>\n",
       "      <td>2014-01-01 03:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>63.0677</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17548</th>\n",
       "      <td>2014-01-01 04:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>59.9401</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17549</th>\n",
       "      <td>2014-01-01 05:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>58.9296</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       ds ID        y  solar  solar_fcs  summer  winter  fall  \\\n",
       "17545 2014-01-01 01:00:00  1  72.3142    0.0        0.0       0       1     0   \n",
       "17546 2014-01-01 02:00:00  1  67.5617    0.0        0.0       0       1     0   \n",
       "17547 2014-01-01 03:00:00  1  63.0677    0.0        0.0       0       1     0   \n",
       "17548 2014-01-01 04:00:00  1  59.9401    0.0        0.0       0       1     0   \n",
       "17549 2014-01-01 05:00:00  1  58.9296    0.0        0.0       0       1     0   \n",
       "\n",
       "       spring  summer_weekday  summer_weekend  winter_weekday  winter_weekend  \\\n",
       "17545       0               0               0               1               0   \n",
       "17546       0               0               0               1               0   \n",
       "17547       0               0               0               1               0   \n",
       "17548       0               0               0               1               0   \n",
       "17549       0               0               0               1               0   \n",
       "\n",
       "       spring_weekday  spring_weekend  fall_weekday  fall_weekend  \n",
       "17545               0               0             0             0  \n",
       "17546               0               0             0             0  \n",
       "17547               0               0             0             0  \n",
       "17548               0               0             0             0  \n",
       "17549               0               0             0             0  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Conditional Seasonality: 4 Seasons for yearly and weekly seasonality\n",
    "df[\"summer\"] = 0\n",
    "df.loc[df[\"ds\"].dt.month.isin([6, 7, 8]), \"summer\"] = 1\n",
    "df[\"winter\"] = 0\n",
    "df.loc[df[\"ds\"].dt.month.isin([12, 1, 2]), \"winter\"] = 1\n",
    "df[\"fall\"] = 0\n",
    "df.loc[df[\"ds\"].dt.month.isin([9, 10, 11]), \"fall\"] = 1\n",
    "df[\"spring\"] = 0\n",
    "df.loc[df[\"ds\"].dt.month.isin([3, 4, 5]), \"spring\"] = 1\n",
    "\n",
    "# Conditional Seasonality: 4 Seasons, Weekday/Weekend distinction for each season, for daily seasonality\n",
    "df[\"summer_weekday\"] = 0\n",
    "df.loc[(df[\"ds\"].dt.month.isin([6, 7, 8])) & (df[\"ds\"].dt.dayofweek.isin([0, 1, 2, 3, 4])), \"summer_weekday\"] = 1\n",
    "df[\"summer_weekend\"] = 0\n",
    "df.loc[(df[\"ds\"].dt.month.isin([6, 7, 8])) & (df[\"ds\"].dt.dayofweek.isin([5, 6])), \"summer_weekend\"] = 1\n",
    "\n",
    "df[\"winter_weekday\"] = 0\n",
    "df.loc[(df[\"ds\"].dt.month.isin([12, 1, 2])) & (df[\"ds\"].dt.dayofweek.isin([0, 1, 2, 3, 4])), \"winter_weekday\"] = 1\n",
    "df[\"winter_weekend\"] = 0\n",
    "df.loc[(df[\"ds\"].dt.month.isin([12, 1, 2])) & (df[\"ds\"].dt.dayofweek.isin([5, 6])), \"winter_weekend\"] = 1\n",
    "\n",
    "df[\"spring_weekday\"] = 0\n",
    "df.loc[(df[\"ds\"].dt.month.isin([3, 4, 5])) & (df[\"ds\"].dt.dayofweek.isin([0, 1, 2, 3, 4])), \"spring_weekday\"] = 1\n",
    "df[\"spring_weekend\"] = 0\n",
    "df.loc[(df[\"ds\"].dt.month.isin([3, 4, 5])) & (df[\"ds\"].dt.dayofweek.isin([5, 6])), \"spring_weekend\"] = 1\n",
    "\n",
    "df[\"fall_weekday\"] = 0\n",
    "df.loc[(df[\"ds\"].dt.month.isin([9, 10, 11])) & (df[\"ds\"].dt.dayofweek.isin([0, 1, 2, 3, 4])), \"fall_weekday\"] = 1\n",
    "df[\"fall_weekend\"] = 0\n",
    "df.loc[(df[\"ds\"].dt.month.isin([9, 10, 11])) & (df[\"ds\"].dt.dayofweek.isin([5, 6])), \"fall_weekend\"] = 1\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Model definition\n",
    "The best parameters for the model can be obtained with hyperparameter tuning. By setting the quantiles, a prediction interval is modelled instead of a point forecast."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Model and prediction\n",
    "quantiles = [0.015, 0.985]\n",
    "\n",
    "params = {\n",
    "    \"n_lags\": 7 * 24,\n",
    "    \"n_forecasts\": 24,\n",
    "    \"n_changepoints\": 20,\n",
    "    \"learning_rate\": 0.01,\n",
    "    \"ar_layers\": [32, 16, 16, 32],\n",
    "    \"yearly_seasonality\": 10,\n",
    "    \"weekly_seasonality\": False,\n",
    "    \"daily_seasonality\": False,\n",
    "    \"epochs\": 40,\n",
    "    \"batch_size\": 1024,\n",
    "    \"quantiles\": quantiles,\n",
    "}\n",
    "\n",
    "\n",
    "m = NeuralProphet(**params)\n",
    "m.set_plotting_backend(plotting_backend)\n",
    "set_log_level(\"ERROR\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 Lagged and future regressors\n",
    "With additional information, our model can get better. We use the last 10 days of the actual solar production as lagged regressor and the solar forecast as the future regressor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<neuralprophet.forecaster.NeuralProphet at 0x12cc57b20>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.add_lagged_regressor(names=\"solar\", n_lags=10 * 24)\n",
    "m.add_future_regressor(name=\"solar_fcs\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Conditional seasonalities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<neuralprophet.forecaster.NeuralProphet at 0x12cc57b20>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.add_seasonality(name=\"summer_weekly\", period=7, fourier_order=14, condition_name=\"summer\")\n",
    "m.add_seasonality(name=\"winter_weekly\", period=7, fourier_order=14, condition_name=\"winter\")\n",
    "m.add_seasonality(name=\"spring_weekly\", period=7, fourier_order=14, condition_name=\"spring\")\n",
    "m.add_seasonality(name=\"fall_weekly\", period=7, fourier_order=14, condition_name=\"fall\")\n",
    "\n",
    "m.add_seasonality(name=\"summer_weekday\", period=1, fourier_order=6, condition_name=\"summer_weekday\")\n",
    "m.add_seasonality(name=\"winter_weekday\", period=1, fourier_order=6, condition_name=\"winter_weekday\")\n",
    "m.add_seasonality(name=\"spring_weekday\", period=1, fourier_order=6, condition_name=\"spring_weekday\")\n",
    "m.add_seasonality(name=\"fall_weekday\", period=1, fourier_order=6, condition_name=\"fall_weekday\")\n",
    "\n",
    "m.add_seasonality(name=\"summer_weekend\", period=1, fourier_order=6, condition_name=\"summer_weekend\")\n",
    "m.add_seasonality(name=\"winter_weekend\", period=1, fourier_order=6, condition_name=\"winter_weekend\")\n",
    "m.add_seasonality(name=\"spring_weekend\", period=1, fourier_order=6, condition_name=\"spring_weekend\")\n",
    "m.add_seasonality(name=\"fall_weekend\", period=1, fourier_order=6, condition_name=\"fall_weekend\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Model training\n",
    "To test our model later, data is split into training and test data. The test data is the last 5% of the data. The model is trained on the training data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train shape: (41545, 17)\n",
      "Test shape: (3090, 17)\n"
     ]
    }
   ],
   "source": [
    "# Split Train and Test Data\n",
    "df_train, df_test = m.split_df(df, valid_p=0.05, local_split=True)\n",
    "print(f\"Train shape: {df_train.shape}\")\n",
    "print(f\"Test shape: {df_test.shape}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e5e1b2105f1f4461bb83771e46c39b76",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fit model\n",
    "metrics_fit = m.fit(df_train, freq=\"H\", metrics=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Predict\n",
    "forecast = m.predict(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract season columns and convert to numeric\n",
    "season_cols = [col for col in forecast.columns if \"season\" in col or \"trend\" in col]\n",
    "forecast[season_cols] = forecast[season_cols].apply(pd.to_numeric)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Visualization"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.1 Model plots\n",
    "NeuralProphet includes plot functions to explore the forecasted data. For an overview over the plot functions see the [Visualizing tutorial](https://neuralprophet.com/how-to-guides/feature-guides/plotly.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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transform=\"translate(480.64,71.08)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(482.62,72.63)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(484.6,82.26)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(486.57,83.34)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(488.55,87.19)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(490.53,84.12)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(492.51,51.31)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(494.49,41.58)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(496.47,50.4)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(498.44,72.33)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(500.42,83.27)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(502.4,89.39)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/></g><g class=\"text\"/></g></g></g><g class=\"overplot\"/><path class=\"xlines-above crisp\" d=\"M44.5,287.75H579.5M44.5,23.25H579.5\" style=\"fill: none; stroke-width: 1.5px; stroke: rgb(235, 240, 248); stroke-opacity: 1;\"/><path class=\"ylines-above crisp\" d=\"M45.25,24V287M578.75,24V287\" style=\"fill: none; stroke-width: 1.5px; stroke: rgb(235, 240, 248); stroke-opacity: 1;\"/><g class=\"overlines-above\"/><g class=\"xaxislayer-above\"><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"300.5\" transform=\"translate(75.6,0)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\"><tspan class=\"line\" dy=\"0em\" x=\"0\" y=\"300.5\">Dec 22</tspan><tspan class=\"line\" dy=\"1.3em\" x=\"0\" y=\"300.5\">2014</tspan></text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"300.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(170.56,0)\">Dec 24</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"300.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(265.51,0)\">Dec 26</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"300.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(360.47,0)\">Dec 28</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"300.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(455.42,0)\">Dec 30</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"300.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(550.38,0)\"><tspan class=\"line\" dy=\"0em\" x=\"0\" y=\"300.5\">Jan 1</tspan><tspan class=\"line\" dy=\"1.3em\" x=\"0\" y=\"300.5\">2015</tspan></text></g></g><g class=\"yaxislayer-above\"><g class=\"ytick\"><text text-anchor=\"end\" x=\"42.5\" y=\"3.5\" transform=\"translate(0,265.56)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\">20</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"42.5\" y=\"3.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(0,222.79)\">40</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"42.5\" y=\"3.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(0,180.01)\">60</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"42.5\" y=\"3.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(0,137.23000000000002)\">80</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"42.5\" y=\"3.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(0,94.45)\">100</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"42.5\" y=\"3.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(0,51.68)\">120</text></g></g><g class=\"overaxes-above\"/></g></g><g class=\"polarlayer\"/><g class=\"smithlayer\"/><g class=\"ternarylayer\"/><g class=\"geolayer\"/><g class=\"funnelarealayer\"/><g class=\"pielayer\"/><g class=\"iciclelayer\"/><g class=\"treemaplayer\"/><g class=\"sunburstlayer\"/><g class=\"glimages\"/><defs id=\"topdefs-fb0103\"><g class=\"clips\"/><clipPath id=\"legendfb0103\"><rect width=\"111\" height=\"105\" x=\"0\" y=\"0\"/></clipPath><clipPath id=\"rangesliderx-fb0103\"><rect x=\"0\" y=\"0\" width=\"532\" height=\"61.5\"/></clipPath></defs><g class=\"layer-above\"><g class=\"imagelayer\"/><g class=\"shapelayer\"/></g><g class=\"infolayer\"><g class=\"legend\" pointer-events=\"all\" transform=\"translate(588.64,24)\"><rect class=\"bg\" shape-rendering=\"crispEdges\" style=\"stroke: rgb(68, 68, 68); stroke-opacity: 1; fill: rgb(255, 255, 255); fill-opacity: 1; stroke-width: 0px;\" width=\"111\" height=\"105\" x=\"0\" y=\"0\"/><g class=\"scrollbox\" transform=\"\" clip-path=\"url(#legendfb0103)\"><g class=\"groups\"><g class=\"traces\" transform=\"translate(0,14.5)\" style=\"opacity: 1;\"><text class=\"legendtext\" text-anchor=\"start\" x=\"40\" y=\"3.9\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Actual</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"scatterpts\" transform=\"translate(20,0)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 0); fill-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" x=\"0\" y=\"-9.5\" width=\"105.546875\" height=\"19\" style=\"fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g><g class=\"traces\" transform=\"translate(0,33.5)\" style=\"opacity: 1;\"><text class=\"legendtext\" text-anchor=\"start\" x=\"40\" y=\"3.9\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Predicted</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"scatterpts\" transform=\"translate(20,0)\" d=\"M0,1.13l1.13,1.13l1.13,-1.13l-1.13,-1.13l1.13,-1.13l-1.13,-1.13l-1.13,1.13l-1.13,-1.13l-1.13,1.13l1.13,1.13l-1.13,1.13l1.13,1.13Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(0, 0, 255); fill-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" x=\"0\" y=\"-9.5\" width=\"105.546875\" height=\"19\" style=\"fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g><g class=\"traces\" transform=\"translate(0,52.5)\" style=\"opacity: 1;\"><text class=\"legendtext\" text-anchor=\"start\" x=\"40\" y=\"3.9\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Predicted</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"><path class=\"js-line\" d=\"M5,0h30\" style=\"fill: none; stroke: rgb(45, 146, 255); stroke-opacity: 1; stroke-width: 2px;\"/></g><g class=\"legendsymbols\"><g class=\"legendpoints\"/></g></g><rect class=\"legendtoggle\" x=\"0\" y=\"-9.5\" width=\"105.546875\" height=\"19\" style=\"fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g><g class=\"traces\" transform=\"translate(0,71.5)\" style=\"opacity: 1;\"><text class=\"legendtext\" text-anchor=\"start\" x=\"40\" y=\"3.9\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">yhat1 98.5%</text><g class=\"layers\"><g class=\"legendfill\"><path class=\"js-fill\" d=\"M5,-2h30v6h-30z\" style=\"stroke-width: 0; fill: rgb(45, 146, 255); fill-opacity: 0.2;\"/></g><g class=\"legendlines\"><path class=\"js-line\" d=\"M5,-2h30\" style=\"fill: none; stroke: rgb(45, 146, 255); stroke-opacity: 0.2; stroke-width: 1px;\"/></g><g class=\"legendsymbols\"><g class=\"legendpoints\"/></g></g><rect class=\"legendtoggle\" x=\"0\" y=\"-9.5\" width=\"105.546875\" height=\"19\" style=\"fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g><g class=\"traces\" transform=\"translate(0,90.5)\" style=\"opacity: 1;\"><text class=\"legendtext\" text-anchor=\"start\" x=\"40\" y=\"3.9\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">yhat1 1.5%</text><g class=\"layers\"><g class=\"legendfill\"/><g class=\"legendlines\"><path class=\"js-line\" d=\"M5,0h30\" style=\"fill: none; stroke: rgb(45, 146, 255); stroke-opacity: 0.2; stroke-width: 1px;\"/></g><g class=\"legendsymbols\"><g class=\"legendpoints\"/></g></g><rect class=\"legendtoggle\" x=\"0\" y=\"-9.5\" width=\"105.546875\" height=\"19\" style=\"fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g></g><rect class=\"scrollbar\" rx=\"20\" ry=\"3\" width=\"0\" height=\"0\" style=\"fill: rgb(128, 139, 164); fill-opacity: 1;\" x=\"0\" y=\"0\"/></g><g class=\"rangeselector\" transform=\"\" style=\"cursor: pointer; pointer-events: all;\"><g class=\"button\" transform=\"\"><rect class=\"selector-rect\" shape-rendering=\"crispEdges\" rx=\"3\" ry=\"3\" style=\"stroke: rgb(68, 68, 68); stroke-opacity: 1; fill: rgb(238, 238, 238); fill-opacity: 1; stroke-width: 0px;\" x=\"0\" y=\"0\" width=\"30\" height=\"19\"/><text class=\"selector-text\" text-anchor=\"middle\" x=\"15\" y=\"12.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">1w</text></g><g class=\"button\" transform=\"translate(35,0)\"><rect class=\"selector-rect\" shape-rendering=\"crispEdges\" rx=\"3\" ry=\"3\" style=\"stroke: rgb(68, 68, 68); stroke-opacity: 1; fill: rgb(238, 238, 238); fill-opacity: 1; stroke-width: 0px;\" x=\"0\" y=\"0\" width=\"30\" height=\"19\"/><text class=\"selector-text\" text-anchor=\"middle\" x=\"15\" y=\"12.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">1m</text></g><g class=\"button\" transform=\"translate(70,0)\"><rect class=\"selector-rect\" shape-rendering=\"crispEdges\" rx=\"3\" ry=\"3\" style=\"stroke: rgb(68, 68, 68); stroke-opacity: 1; fill: rgb(238, 238, 238); fill-opacity: 1; stroke-width: 0px;\" x=\"0\" y=\"0\" width=\"30\" height=\"19\"/><text class=\"selector-text\" text-anchor=\"middle\" x=\"15\" y=\"12.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">6m</text></g><g class=\"button\" transform=\"translate(105,0)\"><rect class=\"selector-rect\" shape-rendering=\"crispEdges\" rx=\"3\" ry=\"3\" style=\"stroke: rgb(68, 68, 68); stroke-opacity: 1; fill: rgb(238, 238, 238); fill-opacity: 1; stroke-width: 0px;\" x=\"0\" y=\"0\" width=\"30\" height=\"19\"/><text class=\"selector-text\" text-anchor=\"middle\" x=\"15\" y=\"12.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">1y</text></g><g class=\"button\" transform=\"translate(140,0)\"><rect class=\"selector-rect\" shape-rendering=\"crispEdges\" rx=\"3\" ry=\"3\" style=\"stroke: rgb(68, 68, 68); stroke-opacity: 1; fill: rgb(212, 212, 212); fill-opacity: 1; stroke-width: 0px;\" x=\"0\" y=\"0\" width=\"30\" height=\"19\"/><text class=\"selector-text\" text-anchor=\"middle\" x=\"15\" y=\"12.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">all</text></g></g><g class=\"g-gtitle\"/><g class=\"rangeslider-container\" pointer-events=\"all\" transform=\"translate(46,331)\"><rect class=\"rangeslider-bg\" x=\"0\" y=\"0\" shape-rendering=\"crispEdges\" width=\"532\" height=\"61.5\" transform=\"\" stroke-width=\"0\" style=\"stroke: rgb(68, 68, 68); stroke-opacity: 1; fill: rgb(255, 255, 255); fill-opacity: 1;\"/><g class=\"rangeslider-rangeplot xy\" clip-path=\"url(#rangesliderx-fb0103)\"><g class=\"layer-subplot\"><g class=\"shapelayer\"/><g class=\"imagelayer\"/></g><g class=\"minor-gridlayer\"><g class=\"x\"/><g class=\"y\"/></g><g class=\"gridlayer\"><g class=\"x\"/><g class=\"y\"/></g><g class=\"zerolinelayer\"/><path class=\"xlines-below\"/><path class=\"ylines-below\"/><g class=\"overlines-below\"/><g class=\"xaxislayer-below\"/><g class=\"yaxislayer-below\"/><g class=\"overaxes-below\"/><g class=\"plot\"><g class=\"scatterlayer mlayer rangeplot\"><g class=\"trace scatter traceb2c9b3\" style=\"stroke-miterlimit: 2;\"><g class=\"fills\"><g><path class=\"js-fill\" 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     "metadata": {},
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   ],
   "source": [
    "m.highlight_nth_step_ahead_of_each_forecast(1).plot(forecast.iloc[-10 * 24 :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
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font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\">Jan 2014</text></g><g class=\"x2tick\"><text text-anchor=\"middle\" x=\"0\" y=\"391.4666666666667\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(174.75,0)\">Mar 2014</text></g><g class=\"x2tick\"><text text-anchor=\"middle\" x=\"0\" y=\"391.4666666666667\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(279.38,0)\">May 2014</text></g><g class=\"x2tick\"><text text-anchor=\"middle\" x=\"0\" y=\"391.4666666666667\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(384.01,0)\">Jul 2014</text></g><g class=\"x2tick\"><text text-anchor=\"middle\" x=\"0\" y=\"391.4666666666667\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; 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font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(0,522.2766666666668)\">0</text></g><g class=\"y3tick\"><text text-anchor=\"end\" x=\"47.5\" y=\"3.5\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 10px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre; opacity: 1;\" transform=\"translate(0,466.3266666666667)\">0.1</text></g></g><g class=\"overaxes-above\"/></g></g><g class=\"polarlayer\"/><g class=\"smithlayer\"/><g class=\"ternarylayer\"/><g class=\"geolayer\"/><g class=\"funnelarealayer\"/><g class=\"pielayer\"/><g class=\"iciclelayer\"/><g class=\"treemaplayer\"/><g class=\"sunburstlayer\"/><g class=\"glimages\"/><defs id=\"topdefs-561fcb\"><g class=\"clips\"/></defs><g class=\"layer-above\"><g class=\"imagelayer\"/><g class=\"shapelayer\"/></g><g class=\"infolayer\"><g class=\"g-gtitle\"/><g class=\"g-xtitle\"><text class=\"xtitle\" x=\"370.5\" y=\"203.103125\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; 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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.plot_parameters(components=[\"trend\", \"trend_rate_change\", \"lagged_regressors\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 Interactive tool\n",
    "Let's explore the data more interactively. By choosing a date, the forecast for the next 24 hours is shown, which represents industry standards. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_day_ahead_format(date, ID, column_name):\n",
    "    values = pd.DataFrame(columns=[\"ds\", column_name])\n",
    "    forecast_ID = forecast[forecast[\"ID\"] == ID]\n",
    "    for i in range(0, 24):\n",
    "        if \"%\" in column_name:\n",
    "            step_name = f\"yhat{i+1} {column_name}\"  # eg yhat10 1.5%\n",
    "        else:\n",
    "            step_name = f\"{column_name}{i+1}\"\n",
    "        ds = date + pd.Timedelta(hours=i + 1)\n",
    "\n",
    "        # throw an error if the date is not in the forecast\n",
    "        if ds not in forecast_ID[\"ds\"].values:\n",
    "            raise ValueError(\n",
    "                f'The date {ds} is not in the forecast. Please choose a date between {forecast_ID[\"ds\"].min()} and {forecast_ID[\"ds\"].max()}'\n",
    "            )\n",
    "\n",
    "        step_value = forecast_ID[forecast_ID[\"ds\"] == ds][step_name].values[0]\n",
    "        values = pd.concat([values, pd.DataFrame({\"ds\": ds, column_name: step_value}, index=[0])], ignore_index=True)\n",
    "\n",
    "    return values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2b933276e8054e77bb1c6741ed57684e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='ID', options=('1', '2', '3', '4', '5'), value='1'), DatePicker(val…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@interact_manual  # with this line of code the forecast becomes interactive by letting you choose the ID and date\n",
    "def show_forecast_uncertainty(ID=IDs, date=widgets.DatePicker()):\n",
    "    start = pd.to_datetime(date)\n",
    "    end = start + pd.DateOffset(days=1)\n",
    "\n",
    "    # get forecast\n",
    "    np_yhats = get_day_ahead_format(start, ID, \"yhat\")\n",
    "    np_yhats_lower = get_day_ahead_format(start, ID, \"1.5%\")\n",
    "    np_yhats_upper = get_day_ahead_format(start, ID, \"98.5%\")\n",
    "    np_ar = get_day_ahead_format(start, ID, \"ar\")\n",
    "\n",
    "    # get actual, temp and temp forecast\n",
    "    forecast_window = forecast[forecast[\"ID\"] == ID]\n",
    "    forecast_window = forecast_window[(forecast_window[\"ds\"] >= start) & (forecast_window[\"ds\"] < end)]\n",
    "    df_window = df[df[\"ID\"] == ID]\n",
    "    df_window = df_window[(df_window[\"ds\"] >= start) & (df_window[\"ds\"] < end)]\n",
    "\n",
    "    # get components\n",
    "    seasonalities_to_plot = []\n",
    "    for season in season_cols:\n",
    "        if np.abs(forecast_window[season].sum()) > 0:\n",
    "            seasonalities_to_plot.append(season)\n",
    "\n",
    "    fig = make_subplots(\n",
    "        rows=3,\n",
    "        cols=1,\n",
    "        shared_xaxes=True,\n",
    "        subplot_titles=(\"Actuals and Forecast\", \"Solar production\", \"Forecast Components\"),\n",
    "    )\n",
    "\n",
    "    # plot actuals\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=forecast_window[\"ds\"], y=forecast_window[\"y\"], name=\"Actuals\", mode=\"markers\", marker=dict(symbol=\"x\")\n",
    "        ),\n",
    "        row=1,\n",
    "        col=1,\n",
    "    )\n",
    "\n",
    "    # plot forecast and uncertainty\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=np_yhats_lower[\"ds\"],\n",
    "            y=np_yhats_lower[\"1.5%\"],\n",
    "            fill=None,\n",
    "            mode=\"lines\",\n",
    "            line_color=\"#A6B168\",\n",
    "            name=\"1.5% quantile\",\n",
    "        ),\n",
    "        row=1,\n",
    "        col=1,\n",
    "    )\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=np_yhats_upper[\"ds\"],\n",
    "            y=np_yhats_upper[\"98.5%\"],\n",
    "            fill=\"tonexty\",\n",
    "            mode=\"lines\",\n",
    "            line_color=\"#A6B168\",\n",
    "            name=\"98.5% quantile\",\n",
    "        ),\n",
    "        row=1,\n",
    "        col=1,\n",
    "    )\n",
    "    fig.add_trace(go.Scatter(x=np_yhats[\"ds\"], y=np_yhats[\"yhat\"], name=\"Forecast\", line_color=\"#7A863B\"), row=1, col=1)\n",
    "\n",
    "    # plot solar\n",
    "    fig.add_trace(\n",
    "        go.Scatter(x=df_window[\"ds\"], y=df_window[\"solar\"], mode=\"lines\", name=\"Solar actual production\"), row=2, col=1\n",
    "    )\n",
    "    fig.add_trace(\n",
    "        go.Scatter(x=df_window[\"ds\"], y=df_window[\"solar_fcs\"], mode=\"lines\", name=\"Solar forecast production\"),\n",
    "        row=2,\n",
    "        col=1,\n",
    "    )\n",
    "\n",
    "    # plot different seasons of seasons_to_plot\n",
    "    for season in seasonalities_to_plot:\n",
    "        fig.add_trace(go.Scatter(x=forecast_window[\"ds\"], y=forecast_window[season], name=season), row=3, col=1)\n",
    "    fig.add_trace(go.Scatter(x=np_ar[\"ds\"], y=np_ar[\"ar\"], name=\"Autoregression\"), row=3, col=1)\n",
    "\n",
    "    fig.update_layout(\n",
    "        title=f\"Forecast for ID {ID} on {date}\",\n",
    "        yaxis=dict(title=\"Load (MW)\"),\n",
    "        width=1200,\n",
    "        height=800,\n",
    "    )\n",
    "\n",
    "    if plotting_backend == \"plotly-static\":\n",
    "        fig.show(\"svg\")\n",
    "    else:\n",
    "        fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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